Imaginative Animated Non-Fiction: Educating Adults about Child Soldiers
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This case study investigates the overlapping categories of animated documentary, useful animation, and fiction inspired by real events. It analyzes a training video for adults who work with child soldiers that was created by IoM Media and the Dallaire Institute for Children, Peace, and Security. This video incorporates elements of animated narrative fiction, children’s television animation, reenactment, and photographic and auditory indexicality. Ultimately, no one form has a greater claim to the truth than the others; rather, truth is constructed through the interrelation of disparate elements, and the video’s pedagogical and activist ends are served by abstraction and anti-realism as much as by indexicality. The video also prompts wider questions about temporality and degrees of abstraction in different modes of documentary. The arguments this article presents about the case study are more broadly applicable to non-fiction animated film and to both live-action and animated documentary.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it